Gergana Vacheva, Nikolay Hinov, H. Kanchev, B. Gilev
{"title":"神经网络在Buck DC/DC变换器智能控制中的应用","authors":"Gergana Vacheva, Nikolay Hinov, H. Kanchev, B. Gilev","doi":"10.1109/ISSE.2019.8810189","DOIUrl":null,"url":null,"abstract":"In this paper is presented the modelling of a buck DC/DC converter with neural network controller. The possibilities of this control method for function approximation are demonstrated. The converter model is implemented in the MATLAB/Simulink environment and its operation with neural network and PI controller is studied. Simulation results highlight the advantages of neural network-based control of the DC-DC converter. The presented study of modelling and control of the power electronic converter is intended for educational purposes and student training.","PeriodicalId":6674,"journal":{"name":"2019 42nd International Spring Seminar on Electronics Technology (ISSE)","volume":"20 1","pages":"1-4"},"PeriodicalIF":0.0000,"publicationDate":"2019-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Application of Neural Network for Smart Control of a Buck DC/DC Converter\",\"authors\":\"Gergana Vacheva, Nikolay Hinov, H. Kanchev, B. Gilev\",\"doi\":\"10.1109/ISSE.2019.8810189\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this paper is presented the modelling of a buck DC/DC converter with neural network controller. The possibilities of this control method for function approximation are demonstrated. The converter model is implemented in the MATLAB/Simulink environment and its operation with neural network and PI controller is studied. Simulation results highlight the advantages of neural network-based control of the DC-DC converter. The presented study of modelling and control of the power electronic converter is intended for educational purposes and student training.\",\"PeriodicalId\":6674,\"journal\":{\"name\":\"2019 42nd International Spring Seminar on Electronics Technology (ISSE)\",\"volume\":\"20 1\",\"pages\":\"1-4\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-05-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2019 42nd International Spring Seminar on Electronics Technology (ISSE)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ISSE.2019.8810189\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 42nd International Spring Seminar on Electronics Technology (ISSE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISSE.2019.8810189","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Application of Neural Network for Smart Control of a Buck DC/DC Converter
In this paper is presented the modelling of a buck DC/DC converter with neural network controller. The possibilities of this control method for function approximation are demonstrated. The converter model is implemented in the MATLAB/Simulink environment and its operation with neural network and PI controller is studied. Simulation results highlight the advantages of neural network-based control of the DC-DC converter. The presented study of modelling and control of the power electronic converter is intended for educational purposes and student training.
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